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Running
on
Zero
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Browse files- app.py +251 -0
- requirements.txt +1 -1
app.py
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| 1 |
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import gradio as gr
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| 2 |
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import os
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| 3 |
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from rembg import remove
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| 4 |
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from PIL import Image
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| 5 |
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import io
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| 6 |
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import zipfile
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from typing import List, Tuple, Union, IO, Optional
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| 8 |
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import spaces
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| 9 |
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| 10 |
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@spaces.GPU
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def remove_background_single(image_file: Union[str, IO[bytes]]) -> Optional[Image.Image]:
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| 12 |
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"""Removes the background from a single image.
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| 13 |
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| 14 |
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This function takes an image file (either as a path or a file-like object),
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| 15 |
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processes it to remove the background, and returns the result as a
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| 16 |
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Pillow (PIL) Image object with a transparent background.
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| 17 |
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| 18 |
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Args:
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image_file: The input image. Can be a path to a
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| 20 |
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file on disk or a file-like object (e.g., from a file upload).
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| 21 |
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| 22 |
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Returns:
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| 23 |
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A Pillow Image object with the background removed, or None if
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the input was None.
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"""
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| 26 |
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if image_file is None:
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return None
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# Read the image data
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if hasattr(image_file, 'read'):
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input_data = image_file.read()
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else:
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with open(image_file, 'rb') as f:
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input_data = f.read()
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# Remove background
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output_data = remove(input_data)
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# Convert to PIL Image
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output_image = Image.open(io.BytesIO(output_data))
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return output_image
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@spaces.GPU
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def remove_background_multiple(image_files: List[Union[str, IO[bytes]]]) -> Tuple[Optional[str], List[Image.Image]]:
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"""Removes backgrounds from multiple images and provides a zip archive.
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| 46 |
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| 47 |
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This function processes a list of image files. For each image, it removes
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| 48 |
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the background, then bundles all the processed images (in PNG format)
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| 49 |
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into a single zip file for download. It also returns a small number of
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| 50 |
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processed images as previews for display in the UI.
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| 51 |
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| 52 |
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Args:
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| 53 |
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image_files: A list of input images. Each element can be a
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| 54 |
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path to a file or a file-like object.
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| 55 |
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| 56 |
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Returns:
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A tuple containing:
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| 58 |
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- A string with the file path to the generated zip archive. This
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| 59 |
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is `None` if the input list was empty.
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| 60 |
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- A list of up to 5 processed Pillow Image objects to be used
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| 61 |
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as a preview.
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| 62 |
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"""
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if not image_files:
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return None, []
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processed_images = []
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preview_images = []
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# Create a zip file in memory
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| 70 |
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zip_buffer = io.BytesIO()
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| 71 |
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| 72 |
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with zipfile.ZipFile(zip_buffer, 'w', zipfile.ZIP_DEFLATED) as zip_file:
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| 73 |
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for i, image_file in enumerate(image_files):
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| 74 |
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try:
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# Get original filename or create one
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| 76 |
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if hasattr(image_file, 'name') and image_file.name:
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original_name = os.path.basename(image_file.name)
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| 78 |
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name_without_ext = os.path.splitext(original_name)[0]
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| 79 |
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else:
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name_without_ext = f"image_{i+1}"
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| 81 |
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| 82 |
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# Remove background
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| 83 |
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processed_image = remove_background_single(image_file)
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| 84 |
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| 85 |
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if processed_image:
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| 86 |
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# Save to zip file
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| 87 |
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img_buffer = io.BytesIO()
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| 88 |
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processed_image.save(img_buffer, format='PNG')
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| 89 |
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img_buffer.seek(0)
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| 90 |
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| 91 |
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zip_file.writestr(f"{name_without_ext}_no_bg.png", img_buffer.getvalue())
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| 92 |
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| 93 |
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# Add to preview (limit to first 5 images for display)
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| 94 |
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if len(preview_images) < 5:
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| 95 |
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preview_images.append(processed_image)
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| 96 |
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| 97 |
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except Exception as e:
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| 98 |
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print(f"Error processing image {i+1}: {str(e)}")
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| 99 |
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continue
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| 101 |
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zip_buffer.seek(0)
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| 102 |
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| 103 |
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# Save zip file temporarily
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| 104 |
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zip_path = "processed_images.zip"
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| 105 |
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with open(zip_path, 'wb') as f:
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| 106 |
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f.write(zip_buffer.getvalue())
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| 107 |
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| 108 |
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return zip_path, preview_images
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| 109 |
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| 110 |
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def process_images(single_image, multiple_images, processing_mode):
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| 111 |
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"""Main processing function based on selected mode"""
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| 112 |
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if processing_mode == "Single Image":
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| 113 |
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if single_image is None:
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| 114 |
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return None, None, None, "Please upload an image first."
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| 115 |
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| 116 |
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try:
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| 117 |
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result = remove_background_single(single_image)
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| 118 |
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return result, None, None, "Background removed successfully!"
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| 119 |
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except Exception as e:
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| 120 |
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return None, None, None, f"Error processing image: {str(e)}"
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| 121 |
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| 122 |
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else: # Multiple Images
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| 123 |
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if not multiple_images:
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| 124 |
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return None, None, None, "Please upload at least one image."
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| 125 |
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| 126 |
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try:
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| 127 |
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zip_file, preview_images = remove_background_multiple(multiple_images)
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| 128 |
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if zip_file and preview_images:
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| 129 |
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return None, preview_images, zip_file, f"Processed {len(multiple_images)} images successfully! Download the zip file to get all results."
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| 130 |
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else:
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| 131 |
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return None, None, None, "No images were processed successfully."
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| 132 |
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except Exception as e:
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| 133 |
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return None, None, None, f"Error processing images: {str(e)}"
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| 134 |
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| 135 |
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# Create Gradio interface
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| 136 |
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with gr.Blocks(title="Background Removal Tool", theme=gr.themes.Default()) as app:
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| 137 |
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gr.Markdown(
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| 138 |
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"""
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| 139 |
+
# 🖼️ Background Removal Tool
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| 140 |
+
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| 141 |
+
Upload your images and get them back with transparent backgrounds!
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| 142 |
+
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| 143 |
+
**Choose your mode:**
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| 144 |
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- **Single Image**: Upload one image and preview the result
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| 145 |
+
- **Multiple Images**: Upload multiple images and download them as a zip file
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| 146 |
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"""
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| 147 |
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)
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| 148 |
+
|
| 149 |
+
with gr.Row():
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| 150 |
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processing_mode = gr.Radio(
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| 151 |
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choices=["Single Image", "Multiple Images"],
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| 152 |
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value="Single Image",
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| 153 |
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label="Processing Mode"
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| 154 |
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)
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| 155 |
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| 156 |
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with gr.Row():
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| 157 |
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with gr.Column():
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| 158 |
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# Single image input (visible by default)
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| 159 |
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single_image_input = gr.File(
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| 160 |
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label="Upload Single Image",
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| 161 |
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file_types=["image"],
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| 162 |
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visible=True
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| 163 |
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)
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| 164 |
+
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| 165 |
+
# Multiple images input (hidden by default)
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| 166 |
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multiple_images_input = gr.File(
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| 167 |
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label="Upload Multiple Images",
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| 168 |
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file_count="multiple",
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| 169 |
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file_types=["image"],
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| 170 |
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visible=False
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| 171 |
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)
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| 172 |
+
|
| 173 |
+
process_btn = gr.Button("Remove Background", variant="primary", size="lg")
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| 174 |
+
|
| 175 |
+
with gr.Column():
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| 176 |
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# Output for single image
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| 177 |
+
single_output = gr.Image(
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| 178 |
+
label="Result",
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| 179 |
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visible=True
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| 180 |
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)
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| 181 |
+
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| 182 |
+
# Output for multiple images
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| 183 |
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multiple_output_gallery = gr.Gallery(
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| 184 |
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label="Preview (first 5 images)",
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| 185 |
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visible=False,
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| 186 |
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columns=3,
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| 187 |
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rows=2,
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| 188 |
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height="auto"
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| 189 |
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)
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| 190 |
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| 191 |
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download_file = gr.File(
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| 192 |
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label="Download All Processed Images",
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| 193 |
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visible=False
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| 194 |
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)
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| 195 |
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| 196 |
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status_message = gr.Textbox(label="Status", interactive=False)
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| 197 |
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| 198 |
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# Function to toggle visibility based on mode
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| 199 |
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def toggle_inputs(mode):
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| 200 |
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if mode == "Single Image":
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| 201 |
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return (
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| 202 |
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gr.update(visible=True), # single_image_input
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| 203 |
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gr.update(visible=False), # multiple_images_input
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| 204 |
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gr.update(visible=True), # single_output
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| 205 |
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gr.update(visible=False), # multiple_output_gallery
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| 206 |
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gr.update(visible=False) # download_file
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| 207 |
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)
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| 208 |
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else:
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| 209 |
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return (
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| 210 |
+
gr.update(visible=False), # single_image_input
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| 211 |
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gr.update(visible=True), # multiple_images_input
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| 212 |
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gr.update(visible=False), # single_output
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| 213 |
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gr.update(visible=True), # multiple_output_gallery
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| 214 |
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gr.update(visible=True) # download_file
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| 215 |
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)
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| 216 |
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| 217 |
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# Toggle inputs when mode changes
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| 218 |
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processing_mode.change(
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| 219 |
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fn=toggle_inputs,
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| 220 |
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inputs=[processing_mode],
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| 221 |
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outputs=[single_image_input, multiple_images_input, single_output, multiple_output_gallery, download_file]
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| 222 |
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)
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| 223 |
+
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| 224 |
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# Process images when button is clicked
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| 225 |
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process_btn.click(
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| 226 |
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fn=process_images,
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| 227 |
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inputs=[single_image_input, multiple_images_input, processing_mode],
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| 228 |
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outputs=[single_output, multiple_output_gallery, download_file, status_message]
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| 229 |
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)
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| 230 |
+
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| 231 |
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# Remove the separate gallery update function since we're handling it directly now
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| 232 |
+
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| 233 |
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gr.Markdown(
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| 234 |
+
"""
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| 235 |
+
### 📝 Instructions:
|
| 236 |
+
1. Choose your processing mode (Single or Multiple images)
|
| 237 |
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2. Upload your image(s) - supports PNG, JPG, JPEG formats
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| 238 |
+
3. Click "Remove Background" to process
|
| 239 |
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4. For single images: preview the result directly
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| 240 |
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5. For multiple images: download the zip file containing all processed images
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| 241 |
+
|
| 242 |
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### ⚡ Features:
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| 243 |
+
- Automatic background removal using AI
|
| 244 |
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- Support for batch processing
|
| 245 |
+
- Transparent PNG output
|
| 246 |
+
- Easy download of results
|
| 247 |
+
"""
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| 248 |
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)
|
| 249 |
+
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| 250 |
+
if __name__ == "__main__":
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| 251 |
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app.launch(mcp_server=True)
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requirements.txt
CHANGED
|
@@ -1,4 +1,4 @@
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| 1 |
-
gradio>=4.0.0
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| 2 |
rembg>=2.0.0
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| 3 |
pillow>=9.0.0
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| 4 |
numpy>=1.21.0
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gradio[mcp]>=4.0.0
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| 2 |
rembg>=2.0.0
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| 3 |
pillow>=9.0.0
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| 4 |
numpy>=1.21.0
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